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RESEARCH PAPER · Advanced Theory and Simulations · 2019

Materials‐Informatics‐Assisted High‐Yield Synthesis of 2D Nanomaterials through Exfoliation

Gentoku Nakada, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

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Materials‐Informatics‐Assisted High‐Yield Synthesis of 2D Nanomaterials through ExfoliationOriginalAmorphous 2D materials containing a conjugated-polymer network52Experiment‐Oriented Materials Informatics for Efficient Exploration of Design Strategy and New Compounds for High‐Performance Organic Anode25A high throughput molecular screening for organic electronics via machine learning: present status and perspective72A paper-based device of a specially designed soft layered polymer composite for measurement of weak friction force34Amorphous flexible covalent organic networks containing redox-active moieties: a noncrystalline approach to the assembly of functional molecules18Formation processes, size changes, and properties of nanosheets derived from exfoliation of soft layered inorganic–organic composites13Intercalation and flexibility chemistries of soft layered materials37Rapid and high-concentration exfoliation of montmorillonite into high-quality and mono-layered nanosheets40Efficient Syntheses of 2D Materials from Soft Layered Composites Guided by Yield Prediction Model: Potential of Experiment‐Oriented Materials Informatics22Integrating multiple materials science projects in a single neural network33Exfoliation Chemistry of Soft Layered Materials toward Tailored 2D Materials31Lateral-size control of exfoliated transition-metal–oxide 2D materials by machine learning on small data33Yield-prediction models for efficient exfoliation of soft layered materials into nanosheets17Generative Models for Extrapolation Prediction in Materials Informatics24Materials Informatics for 2D Materials Combined with Sparse Modeling and Chemical Perspective: Toward Small-Data-Driven Chemistry and Materials Science52Fast and efficient shear-force assisted production of covalently functionalized oxide nanosheets6Size‐Distribution Control of Exfoliated Nanosheets Assisted by Machine Learning: Small‐Data‐Driven Materials Science Using Sparse Modeling18Sparse modeling for small data: case studies in controlled synthesis of 2D materials26Exfoliation of functionalized layered oxides : synthetic approaches and advanced characterizations : toward a non-electrostatic reassembly0Recent advances in biomedical applications of 2D nanomaterials with peroxidase-like properties88L0 regularization-based compressed sensing with quantum–classical hybrid approach17Chemically exfoliated inorganic nanosheets for nanoelectronics41Selective syntheses of thick and thin nanosheets based on correlation between thickness and lateral-size distribution2Multi-objective optimization of the epoxy matrix system using machine learning5Fluorine-Free Substrate-Independent Superhydrophobic Coatings by Nanoarchitectonics of Polydispersed 2D Materials29Molybdenum Disulfide as Tunable Electrochemical and Optical Biosensing Platforms for Cancer Biomarker Detection: A Review16Machine-learning-assisted prediction of the size of microgels prepared by aqueous precipitation polymerization7Molecular machines working at interfaces: physics, chemistry, evolution and nanoarchitectonics25Machine Learning-Assisted Exploration and Identification of Aqueous Dispersants in the Vast Diversity of Organic Chemicals8Function-oriented design principles for adsorbent materials of uranium extraction from seawater242D nanoarchitectonics for exfoliated nanosheets: tailoring surface roughness of thin-film coatings3Data-scientific validation of prediction models for the controlled syntheses of exfoliated nanosheets1

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  1. Amorphous 2D materials containing a conjugated-polymer network

    Communications Chemistry · 2019-08-20

    Shoichiro Yano, Kosuke Sato, Jumpei Suzuki, Hiroaki Imai, Yuya Oaki

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  2. Experiment‐Oriented Materials Informatics for Efficient Exploration of Design Strategy and New Compounds for High‐Performance Organic Anode

    Advanced Theory and Simulations · 2019-09-06

    Hiromichi Numazawa, Yasuhiko Igarashi, Kosuke Sato, Hiroaki Imai, Yuya Oaki

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  3. A high throughput molecular screening for organic electronics via machine learning: present status and perspective

    Japanese Journal of Applied Physics · 2019-10-18

    Akinori Saeki, Kakaraparthi Kranthiraja

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  4. A paper-based device of a specially designed soft layered polymer composite for measurement of weak friction force

    Journal of Materials Chemistry C · 2019-11-11

    Kei Watanabe, Hiroaki Imai, Yuya Oaki

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  5. Amorphous flexible covalent organic networks containing redox-active moieties: a noncrystalline approach to the assembly of functional molecules

    Chemical Science · 2020-01-01

    Jumpei Suzuki, Akira Ishizone, Kosuke Sato, Hiroaki Imai, Yu-Jen Tseng, Chi‐How Peng, Yuya Oaki

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  6. Formation processes, size changes, and properties of nanosheets derived from exfoliation of soft layered inorganic–organic composites

    Nanoscale Advances · 2020-01-01

    Ryosuke Mizuguchi, Hiroaki Imai, Yuya Oaki

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  7. Intercalation and flexibility chemistries of soft layered materials

    Chemical Communications · 2020-01-01

    Yuya Oaki

    Read original paper ↗ ·

  8. Rapid and high-concentration exfoliation of montmorillonite into high-quality and mono-layered nanosheets

    Nanoscale · 2020-01-01

    Zhengmao Ding, Jie Li, Bowen Zhang, Yunjun Luo

    Read original paper ↗ ·

  9. Efficient Syntheses of 2D Materials from Soft Layered Composites Guided by Yield Prediction Model: Potential of Experiment‐Oriented Materials Informatics

    Advanced Theory and Simulations · 2020-06-08

    Kyohei Noda, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

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  10. Integrating multiple materials science projects in a single neural network

    Communications Materials · 2020-07-30

    Kan Hatakeyama‐Sato, Kenichi Oyaizu

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  11. Exfoliation Chemistry of Soft Layered Materials toward Tailored 2D Materials

    Chemistry Letters · 2020-11-16

    Yuya Oaki

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  12. Lateral-size control of exfoliated transition-metal–oxide 2D materials by machine learning on small data

    Nanoscale · 2021-01-01

    Ryosuke Mizuguchi, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

    Read original paper ↗ ·

  13. Yield-prediction models for efficient exfoliation of soft layered materials into nanosheets

    Chemical Communications · 2021-01-01

    Kyohei Noda, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

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  14. Generative Models for Extrapolation Prediction in Materials Informatics

    ACS Omega · 2021-05-25

    Kan Hatakeyama‐Sato, Kenichi Oyaizu

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  15. Materials Informatics for 2D Materials Combined with Sparse Modeling and Chemical Perspective: Toward Small-Data-Driven Chemistry and Materials Science

    Bulletin of the Chemical Society of Japan · 2021-08-27

    Yuya Oaki, Yasuhiko Igarashi

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  16. Fast and efficient shear-force assisted production of covalently functionalized oxide nanosheets

    Journal of Colloid and Interface Science · 2021-09-03

    Frédéric Payet, Corinne Ulhaq-Bouillet, Fabrice Leroux, Cédric Leuvrey, Pierre Rabu, F. Schosseler, Christine Taviot‐Guého, Guillaume Rogez

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  17. Size‐Distribution Control of Exfoliated Nanosheets Assisted by Machine Learning: Small‐Data‐Driven Materials Science Using Sparse Modeling

    Advanced Theory and Simulations · 2021-09-06

    Yuri Haraguchi, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

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  18. Sparse modeling for small data: case studies in controlled synthesis of 2D materials

    Digital Discovery · 2021-12-17

    Yuri Haraguchi, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

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  19. Exfoliation of functionalized layered oxides : synthetic approaches and advanced characterizations : toward a non-electrostatic reassembly

    Unknown journal · 2022-02-03

    Frédéric Payet

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  20. Recent advances in biomedical applications of 2D nanomaterials with peroxidase-like properties

    Advanced Drug Delivery Reviews · 2022-04-06

    Zhaoyuan Lyu, Shichao Ding, Dan Du, Kaiyan Qiu, Jin Liu, Kanako Hayashi, Xiao Zhang, Yuehe Lin

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  21. L0 regularization-based compressed sensing with quantum–classical hybrid approach

    Quantum Science and Technology · 2022-05-12

    Toru Aonishi, Kazushi Mimura, Masato Okada, Y. Yamamoto

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  22. Chemically exfoliated inorganic nanosheets for nanoelectronics

    Applied Physics Reviews · 2022-06-01

    Takaaki Taniguchi, Leanddas Nurdiwijayanto, Renzhi Ma, Takayoshi Sasaki

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  23. Selective syntheses of thick and thin nanosheets based on correlation between thickness and lateral-size distribution

    iScience · 2022-08-23

    Yuri Haraguchi, Hiroaki Imai, Yuya Oaki

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  24. Multi-objective optimization of the epoxy matrix system using machine learning

    Results in Materials · 2023-02-21

    Shigeru Taniguchi, Kaori Uemura, Shogo Tamaki, Keiichiro Nomura, Kohei Koyanagi, Shigeru Kuchii

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  25. Fluorine-Free Substrate-Independent Superhydrophobic Coatings by Nanoarchitectonics of Polydispersed 2D Materials

    Bulletin of the Chemical Society of Japan · 2023-07-04

    Ryota Hikichi, Yuki Tokura, Yasuhiko Igarashi, Hiroaki Imai, Yuya Oaki

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  26. Molybdenum Disulfide as Tunable Electrochemical and Optical Biosensing Platforms for Cancer Biomarker Detection: A Review

    Biosensors · 2023-08-25

    Ziyue Qin, Jiawei Zhang, Shuang Li

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  27. Machine-learning-assisted prediction of the size of microgels prepared by aqueous precipitation polymerization

    Chemical Communications · 2024-01-01

    Daisuke Suzuki, Haruka Minato, Yuji Sato, Ryuji Namioka, Yasuhiko Igarashi, Risako Shibata, Yuya Oaki

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  28. Molecular machines working at interfaces: physics, chemistry, evolution and nanoarchitectonics

    Physical Chemistry Chemical Physics · 2024-01-01

    Katsuhiko Ariga, Jingwen Song, Kohsaku Kawakami

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  29. Machine Learning-Assisted Exploration and Identification of Aqueous Dispersants in the Vast Diversity of Organic Chemicals

    ACS Applied Materials & Interfaces · 2024-02-23

    Hirokuni Jintoku, Don Norimi Futaba

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  30. Function-oriented design principles for adsorbent materials of uranium extraction from seawater

    Chemical Engineering Journal · 2024-10-16

    Shaoqing Liu, Binbin Tao, Zuo Bin, Kaidan Zheng, Walid Abdelfattah, Jinyang Bao, Guoze Yan, Tao Wang, Ruoyu Wang, Zhengtong Li, Saad Melhi, Wafa A. Alshahrani, Xingtao Xu

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  31. 2D nanoarchitectonics for exfoliated nanosheets: tailoring surface roughness of thin-film coatings

    Nanoscale · 2025-01-01

    Hisafumi Sudo, Yuta Nishina, Hiroaki Imai, Yuya Oaki

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  32. Data-scientific validation of prediction models for the controlled syntheses of exfoliated nanosheets

    Nanoscale Advances · 2025-01-01

    Yuka Kitamura, Yuki Namiuchi, Hiroaki Imai, Yasuhiko Igarashi, Yuya Oaki

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